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Transcriptional Signatures and Network-Based Approaches Identified Master Regulators Transcription Factors Involved in Experimental Periodontitis Pathogenesis
Periodontitis is a chronic inflammatory disease characterized by the progressive and irreversible destruction of the periodontium. Its aetiopathogenesis lies in the constant challenge of the dysbiotic biofilm, which triggers a deregulated immune response responsible for the disease phenotype. Althou...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10573220/ https://www.ncbi.nlm.nih.gov/pubmed/37834287 http://dx.doi.org/10.3390/ijms241914835 |
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author | Vicencio, Emiliano Nuñez-Belmar, Josefa Cardenas, Juan P. Cortés, Bastian I. Martin, Alberto J. M. Maracaja-Coutinho, Vinicius Rojas, Adolfo Cafferata, Emilio A. González-Osuna, Luis Vernal, Rolando Cortez, Cristian |
author_facet | Vicencio, Emiliano Nuñez-Belmar, Josefa Cardenas, Juan P. Cortés, Bastian I. Martin, Alberto J. M. Maracaja-Coutinho, Vinicius Rojas, Adolfo Cafferata, Emilio A. González-Osuna, Luis Vernal, Rolando Cortez, Cristian |
author_sort | Vicencio, Emiliano |
collection | PubMed |
description | Periodontitis is a chronic inflammatory disease characterized by the progressive and irreversible destruction of the periodontium. Its aetiopathogenesis lies in the constant challenge of the dysbiotic biofilm, which triggers a deregulated immune response responsible for the disease phenotype. Although the molecular mechanisms underlying periodontitis have been extensively studied, the regulatory mechanisms at the transcriptional level remain unclear. To generate transcriptomic data, we performed RNA shotgun sequencing of the oral mucosa of periodontitis-affected mice. Since genes are not expressed in isolation during pathological processes, we disclose here the complete repertoire of differentially expressed genes (DEG) and co-expressed modules to build Gene Regulatory Networks (GRNs) and identify the Master Transcriptional Regulators of periodontitis. The transcriptional changes revealed 366 protein-coding genes and 42 non-coding genes differentially expressed and enriched in the immune response. Furthermore, we found 13 co-expression modules with different representation degrees and gene expression levels. Our GRN comprises genes from 12 gene clusters, 166 nodes, of which 33 encode Transcription Factors, and 201 connections. Finally, using these strategies, 26 master regulators of periodontitis were identified. In conclusion, combining the transcriptomic analyses with the regulatory network construction represents a powerful and efficient strategy for identifying potential periodontitis-therapeutic targets. |
format | Online Article Text |
id | pubmed-10573220 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-105732202023-10-14 Transcriptional Signatures and Network-Based Approaches Identified Master Regulators Transcription Factors Involved in Experimental Periodontitis Pathogenesis Vicencio, Emiliano Nuñez-Belmar, Josefa Cardenas, Juan P. Cortés, Bastian I. Martin, Alberto J. M. Maracaja-Coutinho, Vinicius Rojas, Adolfo Cafferata, Emilio A. González-Osuna, Luis Vernal, Rolando Cortez, Cristian Int J Mol Sci Article Periodontitis is a chronic inflammatory disease characterized by the progressive and irreversible destruction of the periodontium. Its aetiopathogenesis lies in the constant challenge of the dysbiotic biofilm, which triggers a deregulated immune response responsible for the disease phenotype. Although the molecular mechanisms underlying periodontitis have been extensively studied, the regulatory mechanisms at the transcriptional level remain unclear. To generate transcriptomic data, we performed RNA shotgun sequencing of the oral mucosa of periodontitis-affected mice. Since genes are not expressed in isolation during pathological processes, we disclose here the complete repertoire of differentially expressed genes (DEG) and co-expressed modules to build Gene Regulatory Networks (GRNs) and identify the Master Transcriptional Regulators of periodontitis. The transcriptional changes revealed 366 protein-coding genes and 42 non-coding genes differentially expressed and enriched in the immune response. Furthermore, we found 13 co-expression modules with different representation degrees and gene expression levels. Our GRN comprises genes from 12 gene clusters, 166 nodes, of which 33 encode Transcription Factors, and 201 connections. Finally, using these strategies, 26 master regulators of periodontitis were identified. In conclusion, combining the transcriptomic analyses with the regulatory network construction represents a powerful and efficient strategy for identifying potential periodontitis-therapeutic targets. MDPI 2023-10-02 /pmc/articles/PMC10573220/ /pubmed/37834287 http://dx.doi.org/10.3390/ijms241914835 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Vicencio, Emiliano Nuñez-Belmar, Josefa Cardenas, Juan P. Cortés, Bastian I. Martin, Alberto J. M. Maracaja-Coutinho, Vinicius Rojas, Adolfo Cafferata, Emilio A. González-Osuna, Luis Vernal, Rolando Cortez, Cristian Transcriptional Signatures and Network-Based Approaches Identified Master Regulators Transcription Factors Involved in Experimental Periodontitis Pathogenesis |
title | Transcriptional Signatures and Network-Based Approaches Identified Master Regulators Transcription Factors Involved in Experimental Periodontitis Pathogenesis |
title_full | Transcriptional Signatures and Network-Based Approaches Identified Master Regulators Transcription Factors Involved in Experimental Periodontitis Pathogenesis |
title_fullStr | Transcriptional Signatures and Network-Based Approaches Identified Master Regulators Transcription Factors Involved in Experimental Periodontitis Pathogenesis |
title_full_unstemmed | Transcriptional Signatures and Network-Based Approaches Identified Master Regulators Transcription Factors Involved in Experimental Periodontitis Pathogenesis |
title_short | Transcriptional Signatures and Network-Based Approaches Identified Master Regulators Transcription Factors Involved in Experimental Periodontitis Pathogenesis |
title_sort | transcriptional signatures and network-based approaches identified master regulators transcription factors involved in experimental periodontitis pathogenesis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10573220/ https://www.ncbi.nlm.nih.gov/pubmed/37834287 http://dx.doi.org/10.3390/ijms241914835 |
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